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Deep Hedging with Options Using the Implied Volatility Surface

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  • Pascal Franc{c}ois
  • Genevi`eve Gauthier
  • Fr'ed'eric Godin
  • Carlos O. P'erez-Mendoza

Abstract

We propose an enhanced deep hedging framework for index option portfolios, grounded in a realistic market simulator that captures the joint dynamics of S&P 500 returns and the full implied volatility surface. Our approach integrates surface-informed decisions with multiple hedging instruments and explicitly accounts for transaction costs. The hedging strategy also considers the variance risk premium embedded in the hedging instruments, enabling more informed and adaptive risk management. In this setting, state-dependent no-trade regions emerge naturally, improving rebalancing efficiency and hedging performance. Tested across simulated and historical data from 1996 to 2020, our method consistently outperforms traditional delta and delta-gamma hedging, demonstrating superior adaptability and risk reduction.

Suggested Citation

  • Pascal Franc{c}ois & Genevi`eve Gauthier & Fr'ed'eric Godin & Carlos O. P'erez-Mendoza, 2025. "Deep Hedging with Options Using the Implied Volatility Surface," Papers 2504.06208, arXiv.org, revised Apr 2025.
    • Handle: RePEc:arx:papers:2504.06208
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    References listed on IDEAS

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